@@ -93,6 +93,7 @@ Most people practice algorithms in isolation. We built an **interconnected knowl
9393
9494| Mind Map | Description | Link |
9595| :---------| :------------| :----:|
96+ | 🤖 ** AI Ontology Analysis (Evolved)** | Generated via a multi-agent pipeline | [ 🔗 EN] ( https://lufftw.github.io/neetcode/pages/mindmaps/neetcode_ontology_agent_evolved_en.html ) · [ 🔗 中文] ( https://lufftw.github.io/neetcode/pages/mindmaps/neetcode_ontology_agent_evolved_zh-TW.html ) |
9697| 🤖 ** AI Ontology Analysis** | AI-powered deep pattern synthesis | [ 🔗 EN] ( https://lufftw.github.io/neetcode/pages/mindmaps/neetcode_ontology_ai_en.html ) · [ 🔗 中文] ( https://lufftw.github.io/neetcode/pages/mindmaps/neetcode_ontology_ai_zh-TW.html ) |
9798| 📐 ** Pattern Hierarchy** | API kernels → patterns → solutions | [ 🔗] ( https://lufftw.github.io/neetcode/pages/mindmaps/pattern_hierarchy.html ) |
9899| 👨👩👧👦 ** Family Derivation** | Base templates → derived variants | [ 🔗] ( https://lufftw.github.io/neetcode/pages/mindmaps/family_derivation.html ) |
@@ -275,6 +276,8 @@ Our **AI Ontology Analyzer** processes the entire knowledge graph — API Kernel
275276
276277| Language | Description | Links |
277278| :---------| :------------| :------|
279+ | ** English (Evolved)** | Generated via a multi-agent pipeline | [ Static] ( docs/mindmaps/neetcode_ontology_agent_evolved_en.md ) · [ Interactive ✨] ( https://lufftw.github.io/neetcode/pages/mindmaps/neetcode_ontology_agent_evolved_en.html ) |
280+ | ** 繁體中文 (Evolved)** | 由多代理（multi-agent）流程產生 | [ Static] ( docs/mindmaps/neetcode_ontology_agent_evolved_zh-TW.md ) · [ Interactive ✨] ( https://lufftw.github.io/neetcode/pages/mindmaps/neetcode_ontology_agent_evolved_zh-TW.html ) |
278281| ** English** | AI-synthesized pattern relationships | [ Static] ( docs/mindmaps/neetcode_ontology_ai_en.md ) · [ Interactive ✨] ( https://lufftw.github.io/neetcode/pages/mindmaps/neetcode_ontology_ai_en.html ) |
279282| ** 繁體中文** | AI 智能分析模式關聯 | [ Static] ( docs/mindmaps/neetcode_ontology_ai_zh-TW.md ) · [ Interactive ✨] ( https://lufftw.github.io/neetcode/pages/mindmaps/neetcode_ontology_ai_zh-TW.html ) |
280283
@@ -306,139 +309,33 @@ Our **AI Ontology Analyzer** processes the entire knowledge graph — API Kernel
306309
307310## 🤖 AI Mind Map Generation
308311
309- > ** "The synthesis of a Software Architect's system thinking, an Algorithm Professor's pedagogical wisdom, a Principal Engineer's battle-tested experience, and a Competitive Programming Champion's pattern recognition — all unified through AI."**
310-
311- ### The Vision
312-
313- Traditional algorithm learning resources present knowledge in isolation. Our ** AI Ontology Analyzer** takes a fundamentally different approach:
314-
315- | Traditional Approach | Our AI Approach |
316- | :---------------------| :----------------|
317- | Static problem lists | Dynamic knowledge graph synthesis |
318- | Manual categorization | AI-discovered pattern relationships |
319- | Single perspective | Multi-perspective expert synthesis |
320- | Memorize solutions | Understand interconnections |
321-
322- ### How It Works
323-
324- ```
325- ┌─────────────────────────────────────────────────────────────────┐
326- │ KNOWLEDGE GRAPH INPUT │
327- ├─────────────────────────────────────────────────────────────────┤
328- │ ontology/ │ meta/problems/ │ docs/patterns/ │
329- │ ├── api_kernels │ ├── 0001_*.toml │ ├── sliding_window │
330- │ ├── patterns │ ├── 0003_*.toml │ └── ... │
331- │ ├── algorithms │ └── ... │ │
332- │ └── ... │ │ │
333- └─────────────────────┴─────────────────────┴─────────────────────┘
334- │
335- ▼
336- ┌─────────────────────────────────────────────────────────────────┐
337- │ AI SYNTHESIS ENGINE │
338- ├─────────────────────────────────────────────────────────────────┤
339- │ 🏗️ Software Architect → System-level pattern organization │
340- │ 📚 Algorithm Professor → Pedagogical structure & progression │
341- │ ⚙️ Principal Engineer → Practical applicability & trade-offs│
342- │ 🏆 Competitive Champion → Pattern recognition shortcuts │
343- │ 🎨 API Designer → Clean knowledge interfaces │
344- └─────────────────────────────────────────────────────────────────┘
345- │
346- ▼
347- ┌─────────────────────────────────────────────────────────────────┐
348- │ INTELLIGENT OUTPUT │
349- ├─────────────────────────────────────────────────────────────────┤
350- │ ✅ Smart Links: GitHub solution (if exists) → LeetCode fallback│
351- │ ✅ Multi-language: EN / 繁體中文 / 简体中文 │
352- │ ✅ Markmap format: Interactive, collapsible, beautiful │
353- │ ✅ Custom goals: Interview prep / Systematic learning / Review │
354- └─────────────────────────────────────────────────────────────────┘
355- ```
356-
357- ### Quick Start
358-
359- ``` bash
360- # Interactive mode (recommended)
361- python tools/generate_mindmaps_ai.py
362-
363- # Specific goals
364- python tools/generate_mindmaps_ai.py --goal interview # Interview preparation
365- python tools/generate_mindmaps_ai.py --goal systematic # Learning roadmap
366- python tools/generate_mindmaps_ai.py --goal pattern_mastery # Deep pattern analysis
367-
368- # Focus on specific topic
369- python tools/generate_mindmaps_ai.py --topic sliding_window
370- python tools/generate_mindmaps_ai.py --topic dynamic_programming
371-
372- # Multiple languages
373- # Configure in tools/mindmap_ai_config.toml:
374- # language = ["en", "zh-TW"]
375- ```
376-
377- ### 🔄 Automatic Generation (Local CI/CD)
378-
379- ** Auto-generate AI mind maps on commit** using pre-commit hooks:
380-
381- ``` bash
382- # Install pre-commit hooks
383- pip install pre-commit
384- pre-commit install
385- ```
386-
387- When you commit changes to ` ontology/ ` , ` meta/problems/ ` , or ` tools/generate_mindmaps.py ` , the hook automatically runs AI mind map generation.
388-
389- ** Skip when needed:**
390- ``` bash
391- # Skip with commit message
392- git commit -m " Update ontology [skip-ai]"
393-
394- # Skip with environment variable
395- SKIP_AI_MINDMAPS=true git commit -m " Update ontology"
396- ```
397-
398- > 📖 See [ tools/README.md] ( tools/README.md#-local-cicd-automation ) for complete setup and usage guide.
399-
400- ### Configuration
401-
402- Edit ` tools/mindmap_ai_config.toml ` to customize:
403-
404- | Section | What You Can Configure |
405- | :--------| :-----------------------|
406- | ` [model] ` | LLM model, temperature, max tokens |
407- | ` [output] ` | Directory, filename, HTML generation |
408- | ` [ontology] ` | Which knowledge graph data to include |
409- | ` [problems] ` | Problem filters (difficulty, topics, roadmaps) |
410- | ` [generation] ` | Goal, style, custom instructions |
411- | ` [links] ` | GitHub repo URL, branch, link format |
412- | ` [advanced] ` | Output language(s), complexity inclusion |
413-
414- ### The Intelligence Behind It
312+ > ** "Let AI synthesize what takes humans years to internalize."**
415313
416- The AI doesn't just reorganize data — it ** synthesizes understanding ** from multiple expert perspectives:
314+ ### Two Generation Modes
417315
418- | Perspective | Contribution to Mind Map |
419- | :------------| :-------------------------|
420- | 🏗️ ** Software Architect** | Identifies abstraction layers, sees patterns as reusable components |
421- | 📚 ** Algorithm Professor** | Structures learning progression, explains "why" not just "how" |
422- | ⚙️ ** Principal Engineer** | Highlights production trade-offs, real-world applicability |
423- | 🏆 ** Competitive Champion** | Surfaces pattern-matching shortcuts, time-pressure optimizations |
424- | 🎨 ** API Designer** | Creates clean knowledge interfaces, consistent naming |
425- | 👥 ** Open Source Advocate** | Makes knowledge discoverable, contribution-friendly |
316+ | Mode | Description | Quick Start |
317+ | :-----| :------------| :------------|
318+ | ** 🤖 Evolved Agent** | Multi-expert refinement with consensus voting | ` cd tools/ai-markmap-agent && python main.py ` |
319+ | ** 🤖 Basic AI** | Single-pass synthesis from knowledge graph | ` python tools/generate_mindmaps_ai.py ` |
426320
427- ### Output Examples
321+ ### Key Features
428322
429- ** With Solution (links to GitHub): **
430- ``` markdown
431- - [LeetCode 3 - Longest Substring Without Repeating](https://github.com/lufftw/neetcode/blob/main/solutions/0003_longest_substring_without_repeating_characters.py)
432- ```
323+ - 🧬 ** Multi-Expert Synthesis ** — Architect + Professor + Engineer perspectives
324+ - 🎯 ** Smart Linking ** — GitHub solution (if exists) → LeetCode fallback
325+ - 🌐 ** Multi-language ** — EN / 繁體中文
326+ - ♻️ ** Regeneratable ** — Version history with auto-increment
433327
434- ** Without Solution (links to LeetCode):**
435- ``` markdown
436- - [LeetCode 121 - Best Time to Buy and Sell Stock](https://leetcode.com/problems/best-time-to-buy-and-sell-stock/)
437- ```
328+ ### Output Files
438329
439- ### No API Key? No Problem
330+ | Type | Output Path |
331+ | :-----| :------------|
332+ | ** Evolved** | ` docs/mindmaps/neetcode_ontology_agent_evolved_{lang}.md ` |
333+ | ** Basic** | ` docs/mindmaps/neetcode_ontology_ai_{lang}.md ` |
334+ | ** HTML** | ` docs/pages/mindmaps/*.html ` |
440335
441- The generator saves the complete prompt to ` tools/prompts/generated/mindmap_prompt.md ` . Copy and paste it into ChatGPT, Claude, or any LLM web interface.
336+ > 📖 ** Evolved Agent** : See [ ` tools/ai-markmap-agent/README.md ` ] ( tools/ai-markmap-agent/README.md ) for architecture, expert roles, and configuration.
337+ >
338+ > 📖 ** Basic AI** : See [ ` tools/README.md ` ] ( tools/README.md ) for configuration options.
442339
443340---
444341
0 commit comments